Add model snapshots and cross-rank diagnostics for agents - #172

Add model snapshots and cross-rank diagnostics for agents#172

Essoz wants to merge 7 commits into

codex/real-rank-runtime-pilotOrderLab/TrainCheck:codex/real-rank-runtime-pilotfrom

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